{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# WaveRNN - Fit a Short Sample"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "import time, sys, math\n",
    "import numpy as np\n",
    "import torch\n",
    "from torch import optim\n",
    "import torch.nn as nn\n",
    "import torch.nn.functional as F\n",
    "from scipy.io import wavfile\n",
    "from utils.display import *\n",
    "from utils.dsp import *\n",
    "from models.wavernn import WaveRNN"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "notebook_name = 'nb2'\n",
    "sample_rate = 22050"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f34044b0cf8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f34044b0c50>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sample = wavfile.read('data/female_vocal_op8_8.wav')[1]\n",
    "coarse_classes, fine_classes = split_signal(sample)\n",
    "\n",
    "plot(coarse_classes[3000:3100])\n",
    "plot(fine_classes[3000:3100])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Instantiate Model and Train"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Trainable Parameters: 3.050 million\n"
     ]
    }
   ],
   "source": [
    "model = WaveRNN().cuda()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "coarse_classes, fine_classes = split_signal(sample)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "batch_size = 32\n",
    "coarse_classes = coarse_classes[:len(coarse_classes) // batch_size * batch_size]\n",
    "fine_classes = fine_classes[:len(fine_classes) // batch_size * batch_size]\n",
    "coarse_classes = np.reshape(coarse_classes, (batch_size, -1))\n",
    "fine_classes = np.reshape(fine_classes, (batch_size, -1))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(32, 2521)"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "coarse_classes.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "def train(model, optimizer, num_steps, batch_size, seq_len=960) :\n",
    "    \n",
    "    start = time.time()\n",
    "    running_loss = 0\n",
    "    \n",
    "    for step in range(num_steps) :\n",
    "        \n",
    "        loss = 0\n",
    "        hidden = model.init_hidden(batch_size)\n",
    "        optimizer.zero_grad()\n",
    "        rand_idx = np.random.randint(0, coarse_classes.shape[1] - seq_len - 1)\n",
    "        \n",
    "        for i in range(seq_len) :\n",
    "            \n",
    "            j = rand_idx + i\n",
    "            \n",
    "            x_coarse = coarse_classes[:, j:j + 1]\n",
    "            x_fine = fine_classes[:, j:j + 1]\n",
    "            x_input = np.concatenate([x_coarse, x_fine], axis=1)\n",
    "            x_input = x_input / 127.5 - 1.\n",
    "            x_input = torch.FloatTensor(x_input).cuda()\n",
    "            \n",
    "            y_coarse = coarse_classes[:, j + 1]\n",
    "            y_fine = fine_classes[:, j + 1]\n",
    "            y_coarse = torch.LongTensor(y_coarse).cuda()\n",
    "            y_fine = torch.LongTensor(y_fine).cuda()\n",
    "            \n",
    "            current_coarse = y_coarse.float() / 127.5 - 1.\n",
    "            current_coarse = current_coarse.unsqueeze(-1)\n",
    "            \n",
    "            out_coarse, out_fine, hidden = model(x_input, hidden, current_coarse)\n",
    "            \n",
    "            loss_coarse = F.cross_entropy(out_coarse, y_coarse)\n",
    "            loss_fine = F.cross_entropy(out_fine, y_fine)\n",
    "            loss += (loss_coarse + loss_fine)\n",
    "        \n",
    "        running_loss += (loss.item() / seq_len)\n",
    "        loss.backward()\n",
    "        optimizer.step()\n",
    "        \n",
    "        speed = (step + 1) / (time.time() - start)\n",
    "        \n",
    "        stream('Step: %i/%i --- Loss: %.2f --- Speed: %.1f batches/second ',\n",
    "              (step + 1, num_steps, running_loss / (step + 1), speed))      "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "optimizer = optim.Adam(model.parameters(), lr=1e-3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Step: 1000/1000 --- Loss: 6.08 --- Speed: 0.9 batches/second "
     ]
    }
   ],
   "source": [
    "train(model, optimizer, num_steps=1000, batch_size=batch_size)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Generate"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Gen: 10000/10000 -- Speed: 1186"
     ]
    }
   ],
   "source": [
    "output, c, f = model.generate(10000)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f338b0692b0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot(output[:100])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f338afb09e8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot(f[:100])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "def save_wav(y, filename, sample_rate) :\n",
    "    y = np.clip(y, -2**15, 2**15 - 1)\n",
    "    wavfile.write(filename, sample_rate, y.astype(np.int16))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "save_wav(output, f'outputs/{notebook_name}/1k_steps.wav', sample_rate)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
